activity
20122021
most citedTractography and machine learning: Current state and open challenges

88 citations · 177 across the 6 of their papers we have counts for

collaborators

9 papers

cs.CV2021

Manifold-aware Synthesis of High-resolution Diffusion from Structural Imaging

Benoit Anctil-Robitaille, Antoine Théberge, Pierre-Marc Jodoin +3

The physical and clinical constraints surrounding diffusion-weighted imaging (DWI) often limit the spatial resolution of the produced images to voxels up to 8 times larger than tho…

eess.IV2020

Filtering in tractography using autoencoders (FINTA)

Jon Haitz Legarreta, Laurent Petit, François Rheault +4

Current brain white matter fiber tracking techniques show a number of problems, including: generating large proportions of streamlines that do not accurately describe the underlyin…

cs.CV20201 cited

Medical Imaging with Deep Learning: MIDL 2020 -- Short Paper Track

Tal Arbel, Ismail Ben Ayed, Marleen de Bruijne +3

This compendium gathers all the accepted extended abstracts from the Third International Conference on Medical Imaging with Deep Learning (MIDL 2020), held in Montreal, Canada, 6-9…

physics.med-ph2020

Magic DIAMOND: Multi-Fascicle Diffusion Compartment Imaging with Tensor Distribution Modeling and Tensor-Valued Diffusion Encoding

A. Reymbaut, A. Valcourt Caron, G. Gilbert +5

Diffusion tensor imaging provides increased sensitivity to microstructural tissue changes compared to conventional anatomical imaging but also presents limited specificity. To tack…

physics.med-ph2019

Advanced encoding methods in diffusion MRI

Alexis Reymbaut, Maxime Descoteaux

Discovering a new field is not usually an easy process, especially when you choose magnetic resonance imaging (MRI). MRI is one of the few non-invasive medical procedures, if not t…

q-bio.NC201988 cited

Tractography and machine learning: Current state and open challenges

Philippe Poulin, Daniel Jörgens, Pierre-Marc Jodoin +1

Supervised machine learning (ML) algorithms have recently been proposed as an alternative to traditional tractography methods in order to address some of their weaknesses. They can…